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> ## traditional MM Likert outcome using black distractor photos
> ## only target photos used for analysis
> ##
> ## August 7, 2019
> ##
> ## Kevin Quinn
> ## University of Michigan
> ##
> 
> library(MCMCpack)
Loading required package: coda
Loading required package: MASS
##
## Markov Chain Monte Carlo Package (MCMCpack)
## Copyright (C) 2003-2019 Andrew D. Martin, Kevin M. Quinn, and Jong Hee Park
##
## Support provided by the U.S. National Science Foundation
## (Grants SES-0350646 and SES-0350613)
##
> set.seed(555911)
> 
> mydata <- read.csv("../ScaleRaceSpring2017clean.csv")
> 
> ## subset data
> mydata <- mydata[mydata$condition %in% c("P1B", "P2B"),]
> 
> 
> ## keep target responses and photo IDs but nothing else
> target.inds <- c(6, 7, 10, 12, 15, 17, 19, 20, 22, 23)
> keep.vars <- c(paste("X", target.inds, "_Q339", sep=""),
+                paste("X", target.inds, "a.id", sep=""))
> 
> mydata.sub <- mydata[, keep.vars]
> 
> 
> 
> 
> ## reshape into long format
> mydata.sub.long <- reshape(mydata.sub, direction="long",
+                            varying=list(c(1:10), c(11:20)),
+                            v.names=c("Y", "photoID"),
+                            ids=rownames(mydata.sub))
> 
> ## keep only obs with non-missing values for MM
> mydata.sub.long <- na.omit(mydata.sub.long)
> 
> mydata.sub.long <- mydata.sub.long[sample(1:nrow(mydata.sub.long),
+                                           size=1000, replace=FALSE),]
> 
> 
> cat("\n\nN =", nrow(mydata.sub.long), "\n\n") 


N = 1000 

> 
> 
> a4.M1.out <- MCMCoprobit(Y ~ as.factor(photoID), data=mydata.sub.long,
+                          burnin=50000, mcmc=1000000, thin=50, tune=0.05,
+                          verbose=10000, seed=9090
+                          )


MCMCoprobit iteration 1 of 1050000 
beta = 
   4.72488
  -0.12644
   3.28517
  -1.39961
   1.12332
   1.01650
   0.27952
  -1.96605
   1.11219
   2.23882
  -0.76407
   1.92382
  -0.98991
  -0.91208
   0.28018
   1.22191
   0.42014
  -1.57657
  -0.51288
  -0.32080
   0.22506
   1.61600
   1.34142
   0.38631
  -4.69238
  -3.75033
  -3.75762
  -4.29559
  -2.38651
  -3.81048
  -5.00141
  -4.48133
  -5.34695
  -5.06882
  -3.95942
  -4.86968
  -5.28498
  -4.87771
  -5.26124
  -4.49142
  -4.26553
  -4.58170
  -4.45494
  -4.06109
  -4.67013
  -4.33161
  -3.55867
  -4.21741
Metropolis acceptance rate for gamma = 0.00000



MCMCoprobit iteration 10001 of 1050000 
beta = 
   4.74801
   0.23424
   3.55777
  -1.17676
   1.71709
   1.19547
  -0.04215
  -1.91645
   1.17601
   1.39279
  -0.77549
   2.27547
  -1.32340
  -1.07914
   0.68145
   1.43446
   0.18111
  -2.21582
  -0.64576
  -0.43260
   0.06552
   1.68545
   1.68077
   0.42909
  -4.28560
  -3.68767
  -3.54391
  -4.63537
  -3.38772
  -3.39800
  -5.08976
  -4.67737
  -4.63993
  -5.20429
  -3.88107
  -4.69214
  -5.14120
  -4.27993
  -5.01061
  -4.90396
  -4.36521
  -4.27516
  -4.08312
  -3.04121
  -5.03940
  -3.97273
  -3.54092
  -4.68071
Metropolis acceptance rate for gamma = 0.28317



MCMCoprobit iteration 20001 of 1050000 
beta = 
   4.13998
   0.72451
   3.30842
  -0.62063
   1.20266
   1.56973
   0.14668
  -1.94234
   0.86562
   2.26926
  -0.08450
   2.28491
  -0.53751
  -0.50829
   0.54105
   1.54348
   0.21978
  -1.33146
  -0.24030
   0.30720
   0.32522
   1.91814
   1.62942
   0.80597
  -4.15229
  -2.81141
  -3.11813
  -3.82027
  -2.24691
  -2.76496
  -4.60014
  -3.61191
  -4.59345
  -4.27126
  -2.69326
  -4.36395
  -4.43233
  -4.03700
  -4.54831
  -4.20209
  -3.67886
  -3.88305
  -3.70707
  -3.03610
  -4.76270
  -3.81179
  -2.88461
  -3.55472
Metropolis acceptance rate for gamma = 0.28489



MCMCoprobit iteration 30001 of 1050000 
beta = 
   4.17582
   0.33912
   3.83420
  -0.71889
   1.57977
   1.34092
   0.26713
  -1.87116
   1.55751
   1.84113
  -0.49379
   2.34088
  -0.66473
  -1.21617
   0.68754
   1.41444
   0.60826
  -1.37560
  -0.10542
  -0.35130
   0.17121
   1.66711
   1.59492
   0.35316
  -4.44397
  -3.42269
  -3.39103
  -4.10550
  -2.62022
  -3.73567
  -4.21381
  -4.12874
  -5.09858
  -4.19678
  -3.37531
  -4.03344
  -4.43527
  -4.09621
  -4.44759
  -4.49390
  -3.42272
  -4.06285
  -4.08513
  -2.86858
  -4.65666
  -3.41237
  -3.25569
  -3.59744
Metropolis acceptance rate for gamma = 0.28469



MCMCoprobit iteration 40001 of 1050000 
beta = 
   4.62068
   0.54340
   3.29702
  -0.73023
   1.18713
   0.65613
   0.39866
  -1.83612
   1.58469
   1.36289
  -0.97255
   2.30277
  -0.99129
  -1.46257
   0.56136
   1.22138
   0.56277
  -1.90119
  -0.42964
  -0.32669
  -0.23980
   1.37633
   1.19261
   0.29742
  -4.50742
  -3.80233
  -3.69259
  -4.52798
  -2.61550
  -3.29330
  -4.55164
  -4.40330
  -4.82453
  -4.68502
  -3.23324
  -4.83097
  -5.19586
  -4.35312
  -5.37575
  -4.86839
  -3.71882
  -3.96047
  -4.57113
  -4.03010
  -4.61125
  -4.08658
  -3.15371
  -4.16932
Metropolis acceptance rate for gamma = 0.28587



MCMCoprobit iteration 50001 of 1050000 
beta = 
   4.38165
   0.63525
   2.97103
  -0.87811
   1.38934
   1.14647
   0.55432
  -1.62740
   1.68190
   1.60875
  -0.57929
   2.18765
  -1.00165
  -1.29492
   0.41179
   1.69113
   0.51568
  -1.43174
  -0.31311
  -0.37714
   0.07180
   1.52435
   1.34139
   0.75218
  -4.31126
  -3.33602
  -3.16779
  -4.20063
  -2.84945
  -3.44994
  -4.14916
  -3.80144
  -4.77004
  -4.75158
  -3.72579
  -4.42663
  -4.80936
  -4.62585
  -4.84141
  -4.40265
  -3.90735
  -4.11190
  -3.89907
  -3.45011
  -4.79735
  -3.56420
  -3.30996
  -4.02766
Metropolis acceptance rate for gamma = 0.28469



MCMCoprobit iteration 60001 of 1050000 
beta = 
   4.41524
   0.93505
   3.78313
  -0.97197
   1.15021
   1.44574
   0.38368
  -2.10182
   1.70785
   2.03894
  -0.66653
   2.05703
  -0.96808
  -0.81963
   0.58433
   1.33227
   0.14254
  -1.62519
  -0.48544
  -0.44644
   0.16167
   1.80453
   1.54067
   0.22385
  -4.62673
  -3.52870
  -3.44956
  -4.06911
  -2.57095
  -3.22391
  -5.73866
  -3.93372
  -4.86939
  -4.29295
  -3.37331
  -4.59519
  -4.78575
  -4.19503
  -4.92584
  -4.38254
  -3.92268
  -4.34170
  -4.20654
  -3.44545
  -4.55584
  -3.74201
  -3.41768
  -4.18722
Metropolis acceptance rate for gamma = 0.28386



MCMCoprobit iteration 70001 of 1050000 
beta = 
   4.41757
   0.72922
   3.50625
  -0.63155
   1.30692
   1.47191
   0.28859
  -2.00691
   1.91792
   1.73792
  -0.25820
   2.11041
  -1.00049
  -0.78785
   0.08596
   1.35789
   0.42068
  -1.43804
  -0.58275
  -0.50448
  -0.27968
   1.98247
   1.27507
   0.88931
  -4.04709
  -3.01700
  -3.16815
  -3.39082
  -2.73504
  -3.59198
  -4.42183
  -3.97662
  -4.97168
  -4.65177
  -3.67523
  -4.46143
  -5.20678
  -4.33125
  -5.02060
  -4.48496
  -3.92994
  -4.02248
  -3.75595
  -3.29195
  -4.95957
  -3.70818
  -2.93032
  -3.98309
Metropolis acceptance rate for gamma = 0.28425



MCMCoprobit iteration 80001 of 1050000 
beta = 
   4.28992
   0.19008
   3.19453
  -0.77714
   1.40852
   0.92989
   0.12517
  -1.81406
   1.42338
   1.97678
  -0.31079
   2.17340
  -0.79505
  -1.57901
   0.85886
   1.07936
   0.24637
  -1.61392
  -0.29997
  -0.51566
   0.01905
   1.75935
   1.38174
   0.26482
  -3.86874
  -3.59352
  -3.10067
  -3.73869
  -3.17512
  -3.40037
  -4.52286
  -4.00345
  -4.49482
  -4.52837
  -2.87398
  -3.82347
  -5.06860
  -4.28095
  -4.56426
  -4.57371
  -3.73942
  -4.31492
  -3.78987
  -3.07580
  -5.03599
  -3.41072
  -2.87349
  -3.91824
Metropolis acceptance rate for gamma = 0.28448



MCMCoprobit iteration 90001 of 1050000 
beta = 
   4.82821
   0.22441
   3.59383
  -1.52978
   1.06730
   0.46943
  -0.00982
  -2.51015
   1.39740
   1.23246
  -0.70002
   2.08707
  -1.63013
  -1.34331
   0.17360
   1.12288
   0.69016
  -1.95593
  -0.88807
  -0.61689
  -0.07794
   1.54792
   1.27364
   0.61031
  -4.11596
  -3.75277
  -3.59158
  -4.93540
  -2.99938
  -3.73084
  -5.43224
  -4.35707
  -5.16483
  -5.17571
  -3.78088
  -4.34148
  -5.53140
  -4.79011
  -5.59150
  -4.79183
  -4.31866
  -4.33097
  -4.55828
  -3.98190
  -4.90541
  -4.28367
  -3.20854
  -4.50500
Metropolis acceptance rate for gamma = 0.28471



MCMCoprobit iteration 100001 of 1050000 
beta = 
   4.13836
   1.04146
   3.53176
  -0.18463
   1.90917
   1.17352
   0.49970
  -1.24471
   1.61476
   2.14607
  -0.44684
   2.47137
  -0.54840
  -0.99421
   0.87047
   1.87956
   0.92522
  -1.53235
  -0.08194
  -0.39976
   0.26680
   2.14562
   2.23498
   1.21813
  -3.83273
  -3.10784
  -3.02185
  -4.26673
  -2.38646
  -3.37397
  -4.28024
  -4.01210
  -4.39199
  -4.93681
  -3.24768
  -3.96322
  -5.57313
  -3.86194
  -4.57960
  -3.92423
  -3.29060
  -3.90353
  -3.70632
  -2.99040
  -3.46717
  -3.97460
  -2.60679
  -3.45289
Metropolis acceptance rate for gamma = 0.28493



MCMCoprobit iteration 110001 of 1050000 
beta = 
   4.79887
  -0.30636
   3.15496
  -0.97925
   1.16121
   1.31522
   0.09349
  -2.01460
   1.45274
   1.63824
  -0.42802
   2.28189
  -1.45363
  -1.04864
   0.61635
   1.08883
   0.29165
  -2.18543
  -1.01797
  -0.06215
  -0.44195
   1.47519
   1.93502
   0.22571
  -4.77825
  -3.49730
  -3.74914
  -4.31038
  -2.84009
  -3.99968
  -5.17678
  -3.42573
  -5.06822
  -4.75149
  -3.95911
  -4.99504
  -5.24548
  -4.68550
  -5.36498
  -4.60116
  -3.91247
  -5.17685
  -4.47043
  -3.68792
  -5.30951
  -4.26583
  -3.56577
  -4.20486
Metropolis acceptance rate for gamma = 0.28581



MCMCoprobit iteration 120001 of 1050000 
beta = 
   4.57963
   0.42924
   3.16360
  -0.70558
   0.99120
   1.11149
   0.41779
  -2.08668
   1.75160
   1.57333
  -0.24595
   2.25539
  -1.29061
  -1.27786
   0.80259
   1.41057
   0.51570
  -1.39697
  -0.43914
  -0.41123
  -0.01347
   1.61645
   1.69184
   0.76342
  -3.85035
  -3.62016
  -3.83249
  -3.94003
  -3.03664
  -3.61785
  -4.89447
  -4.17230
  -4.64906
  -4.98771
  -3.86723
  -4.26729
  -4.84938
  -4.94759
  -5.38589
  -4.89840
  -4.21144
  -4.49377
  -4.77443
  -3.47920
  -4.94895
  -4.22474
  -3.23784
  -4.29699
Metropolis acceptance rate for gamma = 0.28681



MCMCoprobit iteration 130001 of 1050000 
beta = 
   5.20347
   0.07794
   2.63768
  -1.49014
   1.03271
   0.63143
  -0.32759
  -2.62816
   0.72622
   0.95578
  -1.23480
   2.02934
  -1.51095
  -1.57753
   0.10852
   0.91382
  -0.13477
  -2.07488
  -0.85695
  -0.96759
  -0.19541
   0.75597
   1.04693
  -0.10347
  -5.26026
  -3.74030
  -3.95774
  -5.13906
  -3.80395
  -4.38089
  -5.23412
  -4.69824
  -5.37415
  -5.37077
  -4.30868
  -5.19454
  -6.35769
  -5.08658
  -6.02471
  -5.35289
  -5.02945
  -5.05898
  -4.94886
  -4.33298
  -4.88833
  -4.71093
  -3.98787
  -4.95559
Metropolis acceptance rate for gamma = 0.28677



MCMCoprobit iteration 140001 of 1050000 
beta = 
   4.44298
   0.60514
   3.32700
  -0.81060
   1.23702
   1.39943
   0.61331
  -2.10261
   1.74977
   1.67219
  -0.96272
   2.65109
  -0.87052
  -0.97858
   0.52970
   1.32219
   0.26809
  -1.66418
  -0.36692
  -0.08356
   0.08736
   1.53149
   1.73049
   0.64268
  -4.32231
  -3.48678
  -3.30039
  -3.76097
  -2.69903
  -3.30220
  -4.74373
  -3.63592
  -5.01301
  -4.68568
  -3.58552
  -5.14773
  -5.36303
  -4.24483
  -5.41148
  -4.00294
  -3.65078
  -4.33824
  -3.90037
  -3.35384
  -4.81141
  -3.55186
  -3.14982
  -4.14212
Metropolis acceptance rate for gamma = 0.28692



MCMCoprobit iteration 150001 of 1050000 
beta = 
   4.27032
   0.48456
   3.80541
  -1.39692
   1.12463
   1.97079
   0.11603
  -2.17161
   1.00208
   1.89603
  -0.37268
   1.84782
  -1.10515
  -0.91019
   0.85865
   1.80270
   0.53101
  -1.77977
  -0.45967
  -0.22566
   0.23029
   1.37890
   1.92501
   0.57447
  -3.94187
  -3.30162
  -3.06159
  -3.82666
  -2.61457
  -3.16564
  -4.94345
  -4.30685
  -4.38143
  -4.63736
  -3.44054
  -3.69648
  -4.98309
  -4.90777
  -4.54893
  -4.61439
  -4.04014
  -4.07955
  -4.10413
  -3.41946
  -5.08249
  -4.07017
  -2.86577
  -3.70863
Metropolis acceptance rate for gamma = 0.28627



MCMCoprobit iteration 160001 of 1050000 
beta = 
   4.27212
   0.53260
   3.43000
  -0.74885
   1.27567
   1.85968
   0.62003
  -1.83475
   1.73447
   2.16481
  -0.77558
   2.49031
  -0.31375
  -0.62720
   1.35293
   1.46942
   0.55573
  -1.50197
   0.55407
  -0.02431
   0.63935
   2.34173
   1.78924
   0.81865
  -3.85089
  -3.02068
  -2.94010
  -4.07998
  -2.28913
  -3.42984
  -5.01006
  -3.89955
  -4.76431
  -4.31137
  -3.28856
  -4.35295
  -5.77977
  -4.38389
  -5.44891
  -4.43920
  -3.59430
  -3.69152
  -3.81845
  -2.98153
  -4.75077
  -3.42292
  -2.81787
  -3.86990
Metropolis acceptance rate for gamma = 0.28644



MCMCoprobit iteration 170001 of 1050000 
beta = 
   4.81858
   0.56033
   2.94557
  -1.12650
   0.82294
   1.19593
   0.08027
  -2.02499
   0.82452
   1.30212
  -0.98297
   1.96150
  -1.10403
  -1.06358
   0.13740
   1.01182
  -0.03390
  -1.71826
  -0.79459
  -0.60345
  -0.10743
   1.36921
   1.15783
   0.20949
  -4.10586
  -3.57267
  -3.56819
  -4.16766
  -3.44927
  -3.53675
  -5.31370
  -4.56069
  -4.96707
  -5.28016
  -3.59759
  -5.03254
  -6.01401
  -4.94862
  -5.20107
  -4.62002
  -4.32294
  -4.60742
  -4.65654
  -3.70037
  -5.53512
  -4.23470
  -3.35761
  -4.31993
Metropolis acceptance rate for gamma = 0.28677



MCMCoprobit iteration 180001 of 1050000 
beta = 
   5.20711
   0.11704
   3.06466
  -1.52697
   0.76372
   0.98536
   0.18219
  -2.40693
   0.19144
   1.23973
  -1.46362
   1.98072
  -1.74608
  -1.86929
   0.28998
   1.04853
   0.12819
  -2.12169
  -1.17489
  -1.21123
  -0.18482
   1.35886
   0.88161
   0.24726
  -4.82745
  -4.39045
  -4.16839
  -4.45296
  -3.29107
  -4.41089
  -5.19958
  -4.65871
  -5.36097
  -5.86307
  -4.16737
  -5.47437
  -5.14474
  -4.96703
  -5.62639
  -5.12786
  -4.80821
  -5.55044
  -5.01689
  -4.13393
  -5.55689
  -4.11867
  -4.04382
  -4.86660
Metropolis acceptance rate for gamma = 0.28648



MCMCoprobit iteration 190001 of 1050000 
beta = 
   4.78245
   0.75678
   2.12684
  -1.33940
   0.88945
   1.28647
   0.32515
  -2.41960
   1.54828
   0.99991
  -0.65422
   2.09725
  -1.14678
  -1.13646
   0.34657
   1.13570
   0.07847
  -1.72769
  -0.46141
  -0.80256
  -0.10474
   1.47325
   1.15432
   0.47019
  -4.42193
  -3.90003
  -3.52542
  -4.01668
  -3.45991
  -4.09037
  -5.34376
  -4.67331
  -5.12856
  -5.19629
  -3.90779
  -4.55578
  -5.57722
  -4.55928
  -4.47001
  -4.96187
  -4.27464
  -4.85450
  -4.83641
  -3.85768
  -5.12364
  -3.94331
  -3.32082
  -4.14676
Metropolis acceptance rate for gamma = 0.28704



MCMCoprobit iteration 200001 of 1050000 
beta = 
   4.30853
   0.38883
   3.70189
  -0.45613
   0.85750
   1.49590
   0.40966
  -1.86278
   1.17619
   1.60757
  -0.71245
   2.17752
  -0.91427
  -0.92767
   0.56602
   1.35143
   0.32113
  -1.60428
  -0.65541
  -0.43939
   0.39144
   2.11260
   1.53128
   0.48306
  -3.91354
  -3.34555
  -3.09269
  -4.13510
  -2.75235
  -3.65616
  -4.34232
  -3.75639
  -4.72021
  -4.63486
  -3.86519
  -4.39908
  -5.07343
  -4.57294
  -4.65401
  -4.41268
  -3.67005
  -4.24944
  -4.41908
  -3.58743
  -4.49605
  -3.61567
  -2.95150
  -4.26983
Metropolis acceptance rate for gamma = 0.28711



MCMCoprobit iteration 210001 of 1050000 
beta = 
   4.79123
   0.23297
   3.04676
  -1.24675
   0.52488
   0.67097
  -0.24261
  -1.73573
   0.97069
   1.24416
  -1.26596
   1.64098
  -1.10690
  -1.10044
   0.10704
   1.07631
  -0.21059
  -1.99634
  -0.76233
  -0.94747
  -0.11615
   1.22656
   1.35084
   0.14669
  -4.38094
  -3.68223
  -3.49888
  -4.27830
  -3.15408
  -3.53542
  -5.04853
  -4.49506
  -5.16354
  -4.70834
  -3.86231
  -5.02357
  -5.07932
  -4.71206
  -5.44833
  -5.04069
  -4.11903
  -4.56154
  -4.68647
  -3.80042
  -4.89353
  -4.02516
  -3.16598
  -4.71028
Metropolis acceptance rate for gamma = 0.28707



MCMCoprobit iteration 220001 of 1050000 
beta = 
   4.26312
   0.91137
   3.54034
  -0.37009
   1.52200
   1.87101
   0.15534
  -1.11259
   1.53526
   2.04079
  -0.33199
   2.32564
  -0.96990
  -0.73016
   0.78904
   1.47207
   0.66885
  -1.38591
  -0.45753
   0.39110
   0.45005
   1.79801
   1.50209
   0.58073
  -4.12182
  -3.05987
  -3.50489
  -3.87341
  -2.68256
  -3.26971
  -4.45592
  -4.13502
  -4.30580
  -4.60955
  -3.16857
  -4.34335
  -4.95009
  -4.22938
  -4.77375
  -4.40351
  -3.54775
  -3.83175
  -3.85571
  -3.08754
  -4.28910
  -3.39224
  -2.79733
  -3.34821
Metropolis acceptance rate for gamma = 0.28683



MCMCoprobit iteration 230001 of 1050000 
beta = 
   4.21395
   0.72370
   3.21793
  -0.42596
   1.30981
   1.73283
   0.38892
  -1.62123
   1.52603
   1.57536
  -0.23840
   2.23331
  -0.60321
  -1.01723
   0.86849
   1.47016
   0.27160
  -1.50009
  -0.03714
   0.04792
   0.18125
   1.68082
   1.34950
   0.74548
  -4.04688
  -2.83617
  -3.23044
  -3.78447
  -2.47441
  -3.01550
  -4.57204
  -4.10303
  -4.36952
  -3.98704
  -2.83317
  -4.62054
  -4.76011
  -4.37616
  -4.56055
  -4.06463
  -3.45025
  -4.19433
  -3.91596
  -3.71873
  -5.05309
  -3.56180
  -3.11719
  -4.28242
Metropolis acceptance rate for gamma = 0.28675



MCMCoprobit iteration 240001 of 1050000 
beta = 
   4.72675
   0.06605
   3.13202
  -0.85994
   1.25392
   1.11045
   0.19738
  -2.43321
   0.31981
   1.25658
  -0.94020
   2.03036
  -1.35250
  -1.24802
   0.53652
   1.40547
   0.49928
  -2.01995
  -0.65184
  -0.64673
  -0.19554
   1.36673
   1.41552
  -0.08146
  -4.77855
  -3.75416
  -3.18365
  -4.88400
  -3.31996
  -3.38121
  -5.16365
  -3.59397
  -5.14139
  -4.72026
  -3.73871
  -4.89119
  -5.72233
  -4.85629
  -5.30203
  -4.69865
  -4.26877
  -4.38843
  -4.43817
  -3.39281
  -4.28600
  -4.32786
  -3.39968
  -4.42345
Metropolis acceptance rate for gamma = 0.28681



MCMCoprobit iteration 250001 of 1050000 
beta = 
   4.49004
  -0.00329
   3.03872
  -1.07136
   0.93073
   1.07147
  -0.04647
  -1.95764
   1.12595
   1.57664
  -0.62544
   1.72255
  -1.13680
  -1.26335
   0.40093
   1.00283
   0.56933
  -1.48034
  -0.47131
  -0.41234
   0.10768
   1.72459
   1.21558
   0.18440
  -4.14101
  -3.17110
  -3.65880
  -4.73896
  -3.05820
  -3.66615
  -5.42086
  -4.01783
  -4.83350
  -5.32114
  -3.64932
  -4.08794
  -5.29504
  -4.62347
  -5.37886
  -4.70243
  -3.74751
  -4.51161
  -4.11960
  -3.17952
  -4.83167
  -4.01079
  -3.13288
  -4.25272
Metropolis acceptance rate for gamma = 0.28652



MCMCoprobit iteration 260001 of 1050000 
beta = 
   4.31135
   0.57344
   3.69110
  -0.44179
   1.59313
   1.42232
   0.24266
  -1.63849
   1.43328
   1.11763
  -0.35212
   2.32492
  -1.00759
  -0.89213
   0.83937
   1.44441
   0.37987
  -1.79190
  -0.24382
  -0.09512
   0.35606
   2.13503
   1.63246
   0.51115
  -3.44650
  -3.10368
  -3.53100
  -3.90119
  -2.57896
  -3.22847
  -4.58347
  -4.14941
  -4.47563
  -4.21699
  -3.34495
  -4.78212
  -5.30313
  -4.21231
  -5.27349
  -3.75656
  -3.90773
  -4.16656
  -4.17733
  -3.33428
  -4.54899
  -3.67704
  -2.90954
  -3.98022
Metropolis acceptance rate for gamma = 0.28662



MCMCoprobit iteration 270001 of 1050000 
beta = 
   4.79185
  -0.17498
   2.67108
  -1.25305
   0.75928
   0.84834
  -0.12941
  -2.13384
   0.75281
   1.21440
  -0.65751
   1.73626
  -1.70018
  -1.48825
   0.14638
   0.95747
   0.28672
  -1.64548
  -0.68536
  -0.08611
  -0.26204
   1.27865
   0.93524
   0.23725
  -3.83480
  -3.81429
  -3.97082
  -4.34880
  -3.33265
  -3.40995
  -4.84233
  -4.15051
  -5.52071
  -4.83994
  -3.37123
  -4.67208
  -5.65802
  -4.95243
  -5.83493
  -5.07453
  -4.40492
  -4.41415
  -4.59495
  -3.39928
  -4.70668
  -3.79419
  -3.16623
  -4.38936
Metropolis acceptance rate for gamma = 0.28632



MCMCoprobit iteration 280001 of 1050000 
beta = 
   4.28016
   0.78053
   3.60810
  -1.26546
   1.20835
   1.47905
   0.27884
  -1.44911
   2.25975
   1.70848
  -0.51424
   2.25036
  -1.47769
  -1.17143
   0.28562
   2.18033
   0.94460
  -1.55735
  -0.56603
  -0.07288
   0.10674
   1.79819
   1.92143
   0.56937
  -3.92842
  -3.19860
  -3.28392
  -3.79560
  -2.88403
  -3.45253
  -4.80669
  -4.00021
  -4.29156
  -4.83066
  -3.07355
  -4.21744
  -5.22237
  -4.40389
  -5.54097
  -3.71638
  -3.57058
  -4.02577
  -3.89635
  -2.98970
  -4.43864
  -3.53563
  -3.27790
  -4.30897
Metropolis acceptance rate for gamma = 0.28621



MCMCoprobit iteration 290001 of 1050000 
beta = 
   4.67220
   0.26854
   3.47456
  -1.20241
   0.90837
   1.59116
   0.02459
  -1.86305
   1.26633
   1.79586
  -0.35797
   2.64925
  -0.77759
  -0.88512
   0.58774
   1.21282
   0.38122
  -1.63666
  -0.45810
  -0.05437
   0.60496
   1.92377
   1.60843
   0.38187
  -3.91040
  -3.48704
  -3.51589
  -3.87187
  -3.43146
  -3.54600
  -4.99435
  -3.72045
  -5.19975
  -4.98618
  -3.48878
  -4.33896
  -5.52883
  -4.60116
  -5.28273
  -4.34199
  -3.55502
  -4.72505
  -4.43508
  -3.77619
  -5.27688
  -3.93091
  -3.60260
  -4.26274
Metropolis acceptance rate for gamma = 0.28670



MCMCoprobit iteration 300001 of 1050000 
beta = 
   4.22722
   0.42202
   3.79114
  -0.79760
   1.23069
   1.10729
   0.08510
  -1.47278
   1.43055
   1.71825
  -0.67957
   2.09746
  -1.18592
  -0.97368
   0.66247
   0.95424
   0.22917
  -1.66287
  -0.38689
  -0.24153
  -0.18150
   1.31873
   1.10555
   0.37735
  -3.88202
  -3.42434
  -3.56601
  -3.97553
  -2.87464
  -3.47487
  -4.67395
  -4.42971
  -4.94729
  -4.68382
  -3.56121
  -4.18837
  -4.86103
  -4.03468
  -4.91719
  -4.33020
  -3.59720
  -3.97196
  -4.09397
  -3.47480
  -4.56574
  -3.62212
  -2.98493
  -3.92065
Metropolis acceptance rate for gamma = 0.28645



MCMCoprobit iteration 310001 of 1050000 
beta = 
   4.28748
   0.58890
   3.44016
  -0.69416
   1.49441
   1.39258
   0.35861
  -1.69213
   1.60961
   1.60976
  -0.63897
   2.84266
  -0.60094
  -0.88822
   0.67967
   1.51481
   0.36739
  -1.82404
  -0.37273
  -0.48961
  -0.24500
   1.83370
   1.27520
   0.55632
  -4.05553
  -3.53399
  -3.31891
  -3.58904
  -2.30502
  -3.35313
  -4.51085
  -4.08727
  -4.65362
  -4.58710
  -3.22054
  -4.34155
  -4.18582
  -4.03826
  -5.11289
  -4.29099
  -3.61818
  -3.86838
  -4.14144
  -3.47409
  -4.98588
  -4.11692
  -2.81970
  -3.80658
Metropolis acceptance rate for gamma = 0.28639



MCMCoprobit iteration 320001 of 1050000 
beta = 
   4.38659
   1.18751
   3.14150
  -0.25687
   1.39350
   1.90029
   0.07597
  -2.00441
   1.48627
   2.17242
  -0.97896
   2.57301
  -1.27522
  -0.87400
   0.76120
   0.92399
   0.33287
  -1.17368
  -0.20858
  -0.56375
   0.24855
   1.82562
   1.70596
   0.45893
  -4.39584
  -2.91522
  -3.34481
  -3.29560
  -2.52229
  -3.43905
  -4.21069
  -4.28894
  -4.88261
  -5.01530
  -3.57828
  -4.56701
  -5.20118
  -4.35911
  -5.14279
  -4.72114
  -3.88163
  -4.51928
  -4.38366
  -3.40480
  -4.69279
  -3.73970
  -2.65821
  -4.19102
Metropolis acceptance rate for gamma = 0.28646



MCMCoprobit iteration 330001 of 1050000 
beta = 
   4.50156
   0.49405
   3.38305
  -1.06816
   1.00358
   1.69972
   0.40759
  -1.74191
   1.47233
   1.68895
  -0.61382
   2.10976
  -1.03198
  -0.97180
   0.82820
   0.86369
   0.50425
  -1.49225
  -0.22994
  -0.55646
   0.20318
   1.28266
   1.19482
   0.29921
  -3.58415
  -3.42262
  -3.12542
  -4.28327
  -2.61717
  -3.58971
  -4.24158
  -3.69659
  -4.98291
  -4.65246
  -3.54055
  -4.55246
  -4.90098
  -4.47874
  -5.25728
  -4.28713
  -3.71520
  -4.40934
  -4.25120
  -3.59882
  -4.61033
  -4.30670
  -3.19060
  -4.09410
Metropolis acceptance rate for gamma = 0.28650



MCMCoprobit iteration 340001 of 1050000 
beta = 
   4.78969
   0.36942
   3.04496
  -0.85229
   0.83549
   1.27433
  -0.02103
  -2.25309
   1.40711
   1.32640
  -0.63328
   2.41817
  -1.14161
  -1.09072
   0.38258
   1.11053
   0.05512
  -1.29333
  -0.55882
  -0.55171
   0.19285
   1.13049
   0.99830
  -0.01089
  -4.77932
  -3.99824
  -3.89966
  -4.41562
  -2.62750
  -4.00535
  -5.73320
  -4.43315
  -5.23612
  -4.80413
  -3.64107
  -4.46853
  -5.75429
  -4.51741
  -5.04310
  -4.66237
  -4.24831
  -4.74432
  -4.74480
  -4.00501
  -4.65132
  -4.21950
  -3.41239
  -4.71216
Metropolis acceptance rate for gamma = 0.28653



MCMCoprobit iteration 350001 of 1050000 
beta = 
   4.87168
  -0.08619
   2.59548
  -1.15750
   0.39562
   0.73622
   0.19089
  -2.17053
   0.99293
   1.28824
  -1.15220
   1.66913
  -1.36868
  -1.46138
   0.35935
   0.87553
   0.05528
  -1.94496
  -0.35185
  -0.90214
  -0.12105
   1.17695
   1.36432
   0.17939
  -4.43180
  -3.47741
  -3.73570
  -4.58004
  -3.16147
  -4.03536
  -5.14567
  -4.39278
  -5.14224
  -4.97222
  -4.02171
  -4.57316
  -5.75532
  -4.97914
  -5.44797
  -5.13416
  -4.23721
  -4.54706
  -4.86666
  -3.90679
  -4.96025
  -4.24624
  -3.84444
  -4.93365
Metropolis acceptance rate for gamma = 0.28674



MCMCoprobit iteration 360001 of 1050000 
beta = 
   4.31528
   1.18059
   3.80664
   0.06138
   1.51331
   1.27386
   0.77980
  -1.53609
   1.84956
   2.15661
  -0.24624
   2.35050
  -1.23130
  -0.73971
   0.76384
   1.69466
   1.02698
  -1.16993
  -0.37000
  -0.12920
   0.48558
   2.19600
   1.63548
   0.66436
  -4.47561
  -3.39479
  -3.49571
  -3.66213
  -2.76893
  -3.75752
  -4.68248
  -3.93916
  -5.28752
  -4.71017
  -3.31876
  -4.49165
  -5.23833
  -4.97032
  -4.87298
  -4.22978
  -3.45912
  -4.04421
  -4.25097
  -2.81273
  -4.35173
  -4.34769
  -3.18934
  -4.25784
Metropolis acceptance rate for gamma = 0.28695



MCMCoprobit iteration 370001 of 1050000 
beta = 
   4.42788
   0.44683
   3.65964
  -1.33501
   1.09128
   1.99562
   0.32991
  -1.75069
   1.18028
   1.46181
  -0.91943
   2.13329
  -0.85586
  -0.90761
   0.64350
   1.37931
   0.42710
  -1.33030
  -0.51800
  -0.34509
   0.00930
   2.05523
   1.31035
   0.53913
  -4.16183
  -3.27988
  -3.24463
  -4.18989
  -2.89073
  -3.53048
  -4.70374
  -4.02257
  -5.23474
  -4.78386
  -3.32310
  -4.35693
  -5.08420
  -4.22120
  -5.40557
  -4.42323
  -4.07376
  -4.23080
  -4.32711
  -3.08051
  -4.41301
  -4.08045
  -2.62997
  -4.63010
Metropolis acceptance rate for gamma = 0.28694



MCMCoprobit iteration 380001 of 1050000 
beta = 
   4.44777
   0.10733
   3.04835
  -1.01178
   0.83298
   1.04776
  -0.15319
  -1.89598
   1.00666
   1.32117
  -1.59479
   2.08747
  -1.38967
  -0.82677
   0.34344
   0.64896
   0.17950
  -1.87108
  -0.58511
  -0.54205
  -0.06049
   1.12278
   1.35218
   0.30879
  -3.95587
  -3.50594
  -3.37043
  -4.21245
  -3.24614
  -3.90828
  -4.74298
  -3.85228
  -4.59616
  -4.74127
  -3.21853
  -4.58723
  -5.39121
  -4.87808
  -5.74489
  -4.43648
  -3.86602
  -4.79506
  -4.19076
  -3.76536
  -5.30849
  -3.88005
  -3.40268
  -4.00056
Metropolis acceptance rate for gamma = 0.28694



MCMCoprobit iteration 390001 of 1050000 
beta = 
   4.56481
  -0.09340
   3.30141
  -0.75546
   1.42449
   1.29383
   0.59328
  -1.59738
   1.08828
   1.27750
  -0.19927
   2.40384
  -0.97014
  -1.03529
   0.13987
   1.41245
  -0.12883
  -1.26464
  -0.23972
   0.06390
   0.23075
   1.79341
   1.87025
   0.54581
  -3.88771
  -3.49556
  -3.59590
  -3.72769
  -2.73289
  -3.21650
  -4.68662
  -3.61987
  -5.00675
  -4.71056
  -3.47486
  -3.91432
  -5.37970
  -4.35215
  -5.47165
  -4.35146
  -3.55933
  -4.37562
  -4.59837
  -3.52309
  -4.17486
  -3.92060
  -3.54362
  -4.08794
Metropolis acceptance rate for gamma = 0.28720



MCMCoprobit iteration 400001 of 1050000 
beta = 
   4.29083
   0.50105
   3.64860
  -1.26340
   1.18989
   1.34274
   0.50900
  -1.86932
   1.21873
   1.88257
  -0.89489
   2.62577
  -1.26519
  -0.76037
   0.42680
   1.40751
   0.48131
  -1.59549
  -0.30930
  -0.32128
   0.41468
   1.88817
   2.14781
   0.61445
  -3.64094
  -3.51741
  -3.00329
  -4.75195
  -2.95244
  -3.35245
  -4.45607
  -3.87608
  -4.82171
  -4.40501
  -3.01179
  -4.02930
  -4.62356
  -4.11400
  -5.03181
  -4.34896
  -3.61731
  -4.39196
  -4.02116
  -3.74201
  -5.21317
  -3.24656
  -3.26520
  -3.81831
Metropolis acceptance rate for gamma = 0.28710



MCMCoprobit iteration 410001 of 1050000 
beta = 
   4.98464
   0.35441
   3.01053
  -1.85657
   0.77051
   1.34578
  -0.28642
  -2.51625
   0.61114
   1.26110
  -0.87849
   1.93661
  -1.48869
  -1.39998
   0.12226
   0.68852
  -0.05287
  -2.57222
  -0.75604
  -0.49210
  -0.58063
   0.92576
   1.22547
   0.27117
  -4.75058
  -3.79599
  -4.19087
  -4.40445
  -3.15306
  -3.73630
  -5.41425
  -4.31614
  -5.47129
  -5.25539
  -4.40710
  -5.05538
  -6.11811
  -4.72109
  -5.53700
  -5.20298
  -4.51326
  -4.69492
  -4.76380
  -3.71607
  -5.47580
  -4.27016
  -3.64762
  -4.34473
Metropolis acceptance rate for gamma = 0.28709



MCMCoprobit iteration 420001 of 1050000 
beta = 
   3.97184
   1.11335
   3.56761
  -0.52199
   1.82371
   2.08591
   0.80365
  -1.41984
   1.42200
   2.28987
  -0.10092
   2.40386
  -0.40050
  -0.56597
   0.94589
   1.79825
   0.87202
  -1.14757
  -0.19904
  -0.08796
   0.66343
   2.03625
   1.55873
   0.62982
  -3.67887
  -2.83777
  -3.32431
  -3.95317
  -2.30302
  -3.19260
  -4.45689
  -3.70640
  -3.98663
  -4.47362
  -2.84407
  -3.91833
  -5.12057
  -4.22592
  -4.50646
  -4.11202
  -3.46516
  -3.68073
  -3.54840
  -2.31428
  -3.76231
  -3.79241
  -2.66455
  -3.70045
Metropolis acceptance rate for gamma = 0.28709



MCMCoprobit iteration 430001 of 1050000 
beta = 
   4.32540
   0.45416
   3.68810
  -0.68689
   1.18986
   1.78528
   0.62411
  -1.30619
   1.47589
   1.89361
   0.00260
   2.31698
  -0.72198
  -0.47714
   0.76097
   1.75161
   0.92293
  -1.04370
  -0.18085
  -0.11556
   0.17290
   1.59564
   1.78061
   0.69262
  -3.74490
  -3.16472
  -3.14564
  -3.69822
  -2.17237
  -3.37876
  -4.40881
  -3.66632
  -4.54830
  -4.60478
  -3.15537
  -4.54247
  -4.48064
  -4.35179
  -4.85680
  -3.82131
  -3.69752
  -4.01567
  -4.05216
  -3.44261
  -4.95893
  -3.66201
  -2.92718
  -4.12860
Metropolis acceptance rate for gamma = 0.28689



MCMCoprobit iteration 440001 of 1050000 
beta = 
   4.15264
   0.33178
   3.39376
  -0.89203
   1.24925
   1.77372
   0.23355
  -1.98855
   0.99288
   1.64987
  -0.45645
   2.07161
  -0.74235
  -0.85056
   0.08193
   1.16432
   0.28298
  -1.30806
  -0.20876
  -0.54708
  -0.38119
   1.71777
   1.59761
   0.57564
  -3.85542
  -3.10745
  -3.14499
  -4.07887
  -2.54098
  -3.34885
  -4.55743
  -3.69384
  -4.53488
  -4.63976
  -3.09286
  -3.55976
  -4.95377
  -4.21142
  -4.33931
  -4.45096
  -3.00406
  -3.91366
  -3.86160
  -2.65356
  -4.22155
  -3.97196
  -3.14918
  -3.31996
Metropolis acceptance rate for gamma = 0.28706



MCMCoprobit iteration 450001 of 1050000 
beta = 
   4.19786
   0.76243
   3.61031
  -0.29689
   1.68082
   1.53400
   0.98765
  -1.61108
   1.44507
   1.93284
  -0.42297
   2.52464
  -1.08189
  -0.87903
   0.93913
   1.33524
   0.72022
  -1.49942
  -0.41485
  -0.49583
   0.41021
   1.60437
   1.43838
   0.86061
  -3.69638
  -3.42384
  -3.39825
  -3.80636
  -2.52427
  -3.40860
  -4.44866
  -4.15119
  -4.36308
  -4.51199
  -2.87036
  -4.08731
  -4.85999
  -4.47725
  -4.75260
  -4.15663
  -3.72626
  -4.02388
  -3.76035
  -3.19990
  -4.23415
  -3.68623
  -2.88095
  -4.40895
Metropolis acceptance rate for gamma = 0.28715



MCMCoprobit iteration 460001 of 1050000 
beta = 
   3.87622
   0.61254
   3.52030
  -0.25361
   1.52379
   1.53240
   0.87409
  -1.38715
   1.67082
   1.86818
   0.12261
   2.09441
  -0.76537
  -0.73722
   0.93175
   2.01373
   0.49560
  -0.65137
  -0.33868
  -0.21523
   0.72534
   1.68773
   1.89341
   0.70563
  -3.79020
  -3.03644
  -2.82361
  -3.46802
  -2.46855
  -3.23454
  -4.31404
  -3.79164
  -4.44508
  -4.07770
  -2.38900
  -3.62037
  -4.74375
  -3.76560
  -4.10485
  -4.15574
  -3.49997
  -3.56328
  -3.26819
  -2.75531
  -4.27406
  -3.15696
  -2.67027
  -3.56108
Metropolis acceptance rate for gamma = 0.28718



MCMCoprobit iteration 470001 of 1050000 
beta = 
   4.76793
   0.43378
   3.91098
  -0.94092
   0.67612
   1.07193
  -0.01585
  -2.14841
   1.47372
   1.21690
  -0.69360
   2.23346
  -1.30579
  -1.33869
   0.63481
   1.49829
   0.56019
  -1.81150
  -0.67972
  -0.48940
   0.10164
   1.62851
   1.55722
   0.21665
  -3.77376
  -3.89824
  -3.49737
  -4.51441
  -3.18827
  -4.01345
  -5.02064
  -3.97459
  -5.05146
  -4.84791
  -3.39061
  -4.50865
  -5.30367
  -5.07478
  -5.36681
  -4.73983
  -3.94776
  -4.47577
  -4.13620
  -3.58891
  -5.13522
  -4.21155
  -3.53316
  -4.82889
Metropolis acceptance rate for gamma = 0.28747



MCMCoprobit iteration 480001 of 1050000 
beta = 
   4.55711
   0.42163
   3.14100
  -1.22395
   1.35858
   1.45170
  -0.07517
  -1.80097
   0.69102
   1.72490
  -0.59004
   1.96184
  -1.48602
  -1.15242
   0.71271
   1.25967
   0.06801
  -1.81963
  -0.69940
  -0.43387
  -0.25416
   1.28366
   1.35959
  -0.10542
  -4.44878
  -3.29092
  -3.29339
  -4.15430
  -2.82699
  -3.64908
  -4.99392
  -4.39950
  -5.13608
  -4.80176
  -4.19899
  -4.50679
  -5.36227
  -4.32608
  -5.16351
  -4.61542
  -3.94893
  -4.76018
  -4.67479
  -3.64918
  -4.90808
  -3.84755
  -3.11706
  -4.24179
Metropolis acceptance rate for gamma = 0.28748



MCMCoprobit iteration 490001 of 1050000 
beta = 
   4.55150
   1.18761
   3.30588
  -1.55284
   1.07743
   1.23314
   0.02679
  -1.93282
   1.23409
   1.73252
  -0.89720
   2.21632
  -1.39703
  -1.12935
   0.17834
   1.16879
   0.17768
  -1.44394
  -0.29952
  -0.58132
   0.30265
   1.66688
   1.12319
   0.35437
  -4.84029
  -2.76111
  -3.71351
  -3.93881
  -2.81749
  -3.93266
  -5.03538
  -4.19269
  -4.42023
  -4.70165
  -3.79495
  -4.22864
  -5.26733
  -4.89705
  -4.83189
  -4.48233
  -4.10841
  -4.21514
  -4.08801
  -3.38215
  -4.40119
  -3.72793
  -3.68170
  -4.24218
Metropolis acceptance rate for gamma = 0.28733



MCMCoprobit iteration 500001 of 1050000 
beta = 
   4.37769
   0.52726
   3.28377
  -0.63859
   1.03560
   1.41105
   0.40110
  -1.66389
   1.87447
   1.94301
  -0.57324
   1.99620
  -0.74058
  -0.65578
   1.00865
   1.53957
   0.44936
  -1.43012
  -0.06907
   0.01608
  -0.06795
   1.51942
   2.31542
   0.77840
  -3.64515
  -3.25819
  -3.09682
  -3.94188
  -2.66773
  -3.45619
  -4.70055
  -3.89719
  -4.49476
  -4.75324
  -3.71752
  -4.25000
  -5.17942
  -4.11324
  -4.73939
  -4.10152
  -3.52520
  -4.06605
  -4.23701
  -3.33968
  -4.51102
  -3.43530
  -3.21414
  -4.11561
Metropolis acceptance rate for gamma = 0.28747



MCMCoprobit iteration 510001 of 1050000 
beta = 
   4.56840
  -0.08216
   2.85023
  -0.92420
   0.93764
   0.67036
   0.08966
  -1.57616
   0.85726
   1.29377
  -0.68577
   1.71272
  -1.13348
  -1.31378
   0.39814
   0.94694
  -0.09673
  -1.41695
  -0.79773
  -0.50872
  -0.20014
   1.19524
   0.98356
   0.11055
  -4.55274
  -3.09536
  -3.55491
  -3.91457
  -2.63393
  -4.00685
  -5.15739
  -4.02823
  -5.12147
  -5.17419
  -3.43880
  -4.14440
  -5.14191
  -4.52769
  -5.02286
  -4.85181
  -3.84212
  -4.46174
  -4.41924
  -3.64221
  -4.35857
  -4.42791
  -3.13226
  -4.62528
Metropolis acceptance rate for gamma = 0.28728



MCMCoprobit iteration 520001 of 1050000 
beta = 
   4.29105
   0.32779
   3.14946
  -0.87354
   1.30104
   0.98533
   0.52836
  -1.49833
   1.16401
   1.88325
  -0.91070
   1.98497
  -0.94675
  -0.92492
   0.94853
   1.61214
   0.50720
  -1.32329
  -0.15942
  -0.54665
   0.26563
   1.58349
   1.77143
   0.71065
  -4.08092
  -3.88466
  -2.86674
  -4.55906
  -3.06643
  -3.24324
  -4.51183
  -3.73403
  -5.00971
  -4.26322
  -2.77174
  -4.14322
  -5.16152
  -4.26885
  -4.98520
  -4.18037
  -3.71120
  -4.22210
  -4.25991
  -3.11473
  -4.83251
  -3.77640
  -3.08819
  -3.96659
Metropolis acceptance rate for gamma = 0.28738



MCMCoprobit iteration 530001 of 1050000 
beta = 
   4.42639
   0.54610
   3.18067
  -0.92599
   1.29883
   1.39323
   0.45050
  -1.51208
   1.50070
   1.90229
  -0.65184
   2.91029
  -0.46579
  -1.19822
   0.60878
   1.53767
   0.15154
  -1.65552
  -0.32517
  -0.21697
  -0.05210
   1.74619
   1.81666
   0.28207
  -4.14179
  -3.59723
  -3.01071
  -4.56506
  -2.72781
  -3.40988
  -4.95352
  -4.19101
  -4.79406
  -4.94035
  -3.70913
  -4.29293
  -5.49336
  -4.23286
  -4.64714
  -4.50061
  -3.78835
  -4.47536
  -4.26942
  -3.36283
  -4.49391
  -3.43736
  -2.84398
  -4.09882
Metropolis acceptance rate for gamma = 0.28715



MCMCoprobit iteration 540001 of 1050000 
beta = 
   4.72990
  -0.00217
   3.35974
  -0.75854
   1.07643
   1.15826
   0.30498
  -2.03601
   0.98681
   1.56755
  -0.92174
   2.39405
  -0.96350
  -1.41603
   0.48930
   1.01744
   0.21400
  -1.62076
  -0.49360
  -0.27155
  -0.00033
   1.56080
   1.66824
   0.12497
  -4.26644
  -3.40331
  -3.70314
  -4.19749
  -2.92070
  -3.83013
  -5.55112
  -4.15093
  -5.68083
  -5.27188
  -3.82364
  -5.03884
  -5.17470
  -4.77367
  -5.01465
  -4.73477
  -4.30612
  -4.25463
  -4.84997
  -3.96537
  -5.23095
  -4.35780
  -3.94018
  -4.39026
Metropolis acceptance rate for gamma = 0.28758



MCMCoprobit iteration 550001 of 1050000 
beta = 
   4.57487
   0.15349
   2.92753
  -1.24460
   1.08518
   1.02400
  -0.13398
  -2.15873
   1.49431
   1.10415
  -0.67259
   1.88204
  -1.53682
  -1.21864
   0.27074
   1.13754
   0.33059
  -1.92902
  -0.68585
  -0.93533
  -0.00490
   1.08651
   0.99884
   0.00537
  -4.89566
  -3.77689
  -3.68276
  -4.15179
  -3.16567
  -3.66952
  -5.20952
  -4.08570
  -4.94515
  -4.59347
  -3.61514
  -4.94827
  -5.66842
  -4.95612
  -5.35554
  -4.68524
  -3.54278
  -4.27889
  -4.71567
  -4.00720
  -4.19230
  -3.99352
  -3.33154
  -3.75700
Metropolis acceptance rate for gamma = 0.28765



MCMCoprobit iteration 560001 of 1050000 
beta = 
   4.59191
   0.46789
   2.95862
  -1.02846
   1.55810
   1.26332
   0.56847
  -1.82882
   1.08428
   1.36755
  -0.79510
   1.85008
  -1.15941
  -1.14376
   0.80711
   1.45519
   0.10678
  -1.69193
  -0.42031
  -0.50327
   0.16207
   1.50992
   1.41930
   0.68311
  -4.02107
  -3.73811
  -3.70840
  -4.17270
  -2.59064
  -3.65343
  -5.18664
  -4.10330
  -4.94657
  -5.07691
  -3.57643
  -4.33969
  -5.47300
  -4.39906
  -5.33585
  -4.52867
  -3.98256
  -4.40405
  -4.25572
  -3.82001
  -5.40410
  -4.08504
  -2.93442
  -4.50118
Metropolis acceptance rate for gamma = 0.28753



MCMCoprobit iteration 570001 of 1050000 
beta = 
   4.54531
   0.35979
   3.50779
  -0.91278
   1.21570
   1.45075
   0.15388
  -1.80580
   1.22359
   1.73971
  -0.86715
   2.33953
  -1.37458
  -0.77766
   0.55162
   1.14781
   0.22118
  -1.27362
  -0.58176
  -0.35554
   0.06661
   1.75064
   1.41873
   0.20867
  -4.39460
  -3.53118
  -3.34709
  -3.85786
  -2.61925
  -3.53008
  -4.96249
  -4.16958
  -4.61893
  -4.74313
  -3.63007
  -4.80158
  -5.51609
  -4.70787
  -4.28748
  -4.65386
  -4.02186
  -4.34153
  -4.21801
  -3.42396
  -4.49287
  -3.84368
  -3.42278
  -4.15609
Metropolis acceptance rate for gamma = 0.28747



MCMCoprobit iteration 580001 of 1050000 
beta = 
   4.07885
   1.15217
   3.38797
  -0.40054
   1.37033
   2.17836
   0.78272
  -1.44435
   1.71031
   2.14454
  -0.47513
   2.25393
  -0.69818
  -0.50379
   0.88569
   1.77595
   1.11570
  -1.24081
  -0.02225
   0.08365
   0.50693
   1.79397
   2.38023
   0.81156
  -3.78851
  -2.96907
  -2.99154
  -3.48331
  -2.78750
  -3.26526
  -4.39693
  -3.92489
  -4.60695
  -3.86673
  -3.18920
  -3.81020
  -4.74699
  -4.08759
  -4.64479
  -3.59091
  -3.07114
  -4.02305
  -4.16895
  -2.89005
  -4.28260
  -3.60135
  -2.98885
  -3.66668
Metropolis acceptance rate for gamma = 0.28754



MCMCoprobit iteration 590001 of 1050000 
beta = 
   4.42205
   0.32765
   3.16126
  -1.11995
   1.13466
   1.67219
   0.22028
  -1.56630
   0.92138
   1.52206
  -1.00658
   2.44416
  -1.48181
  -1.29418
   0.80819
   1.09702
   0.12888
  -1.66921
  -0.61525
  -0.28265
   0.11498
   1.77325
   1.57507
   0.29285
  -3.88503
  -3.85055
  -3.44608
  -4.04821
  -3.01765
  -3.46374
  -4.72023
  -4.28976
  -4.69947
  -5.01731
  -3.51537
  -3.85990
  -5.82764
  -4.27288
  -4.74656
  -4.81627
  -3.59464
  -4.28414
  -4.30757
  -3.13018
  -4.32266
  -4.05022
  -3.16354
  -4.27937
Metropolis acceptance rate for gamma = 0.28749



MCMCoprobit iteration 600001 of 1050000 
beta = 
   4.56144
   1.04561
   3.38609
  -1.10524
   1.91237
   1.75807
   0.55697
  -1.83269
   1.09017
   2.12651
  -0.70009
   2.47402
  -0.97236
  -0.56520
   1.09420
   1.62562
   0.82184
  -1.49529
  -0.28597
  -0.37729
   0.11837
   1.93146
   1.98127
   0.64782
  -4.14615
  -3.54022
  -3.40193
  -4.27636
  -3.01481
  -3.42915
  -5.32083
  -4.27796
  -4.68494
  -5.43312
  -3.38787
  -4.56866
  -4.71979
  -4.94185
  -4.32614
  -4.66501
  -3.92556
  -4.02926
  -4.63158
  -3.41830
  -4.47562
  -4.23513
  -3.11323
  -4.55549
Metropolis acceptance rate for gamma = 0.28724



MCMCoprobit iteration 610001 of 1050000 
beta = 
   4.32877
   0.51013
   3.81356
  -0.93162
   1.21638
   1.70855
   0.55586
  -2.00849
   1.68752
   1.80248
  -0.13987
   3.00775
  -0.79642
  -0.78430
   0.86752
   1.69473
   0.65223
  -1.57592
  -0.09250
   0.17388
   0.06958
   2.00833
   1.48981
   1.24980
  -3.96055
  -3.39505
  -3.58591
  -3.73083
  -2.85032
  -3.25458
  -4.50439
  -4.16147
  -4.85909
  -4.52179
  -3.57914
  -4.26978
  -4.71047
  -4.73088
  -5.31010
  -4.42294
  -3.50026
  -3.93524
  -3.96217
  -2.96707
  -4.27557
  -3.88557
  -2.97134
  -3.61551
Metropolis acceptance rate for gamma = 0.28722



MCMCoprobit iteration 620001 of 1050000 
beta = 
   4.76635
   0.29916
   3.51475
  -1.02642
   1.06138
   1.54743
   0.15062
  -2.33384
   0.49520
   1.64874
  -0.67594
   1.92262
  -1.05998
  -1.06606
   0.23242
   1.23338
   0.44727
  -1.82829
  -0.55641
  -0.22537
   0.22348
   1.49790
   0.95202
   0.07115
  -4.28360
  -3.49418
  -3.71572
  -4.32005
  -3.30537
  -3.66228
  -5.02773
  -3.95419
  -4.93990
  -4.90953
  -3.75330
  -4.39063
  -5.90715
  -4.45958
  -5.18325
  -4.79852
  -4.53790
  -4.87649
  -4.45634
  -3.75198
  -5.40230
  -4.23128
  -3.61995
  -4.87927
Metropolis acceptance rate for gamma = 0.28737



MCMCoprobit iteration 630001 of 1050000 
beta = 
   4.28708
   0.78040
   4.09059
  -1.12735
   1.93128
   1.57358
   0.66134
  -1.54487
   1.53601
   1.63911
  -0.20604
   2.46444
  -0.45050
  -0.75691
   0.98791
   1.52826
   0.70862
  -1.35765
  -0.31332
   0.12916
   0.05941
   2.05148
   2.12768
   1.16152
  -3.35127
  -3.23908
  -2.96140
  -3.96867
  -2.76497
  -3.71488
  -4.48896
  -3.28750
  -4.76937
  -4.39886
  -3.45970
  -4.72969
  -4.94698
  -4.59011
  -4.68765
  -4.32672
  -3.78680
  -3.78143
  -4.19470
  -3.49787
  -4.72135
  -3.69335
  -2.82658
  -4.02746
Metropolis acceptance rate for gamma = 0.28748



MCMCoprobit iteration 640001 of 1050000 
beta = 
   4.15896
   0.34972
   3.12528
  -0.63001
   1.28627
   1.65151
   0.44186
  -1.75777
   1.78393
   1.65869
  -0.54585
   2.07518
  -1.01332
  -1.14118
   0.58723
   1.41531
  -0.10626
  -1.76906
  -0.35065
  -0.50852
   0.05924
   1.50457
   1.32511
   0.80813
  -4.22510
  -3.12822
  -3.07119
  -3.98872
  -2.36358
  -3.34360
  -4.32381
  -3.46140
  -4.92222
  -3.97355
  -2.91409
  -3.68898
  -5.33165
  -4.28570
  -4.74396
  -4.31729
  -3.55338
  -4.14450
  -4.01513
  -3.07091
  -4.27341
  -3.86520
  -2.98176
  -3.49620
Metropolis acceptance rate for gamma = 0.28755



MCMCoprobit iteration 650001 of 1050000 
beta = 
   3.96142
   1.15610
   4.07078
  -0.95315
   1.15247
   1.65256
   0.21156
  -1.58819
   1.30712
   2.17620
  -0.44158
   2.70237
  -0.46320
  -1.04571
   0.56260
   1.22567
   0.64048
  -1.45098
  -0.62201
  -0.04763
  -0.15280
   1.53084
   1.95010
   1.00179
  -4.10359
  -2.54092
  -3.10406
  -3.55115
  -2.48086
  -3.02886
  -3.98388
  -3.42137
  -4.72974
  -4.46115
  -2.71795
  -3.81310
  -5.03575
  -4.12835
  -4.91194
  -4.28668
  -3.34514
  -3.54818
  -3.60317
  -2.86254
  -4.74025
  -3.51131
  -2.91349
  -3.14151
Metropolis acceptance rate for gamma = 0.28759



MCMCoprobit iteration 660001 of 1050000 
beta = 
   4.32330
   0.62016
   3.62364
  -0.40438
   1.42938
   1.24121
   0.45506
  -1.53869
   1.35433
   2.07189
  -0.37414
   2.43729
  -1.16402
  -0.87320
   0.83839
   1.37470
  -0.15495
  -1.49322
  -0.17831
  -0.24751
   0.34588
   1.98701
   1.77448
   0.73227
  -3.99949
  -3.70223
  -3.85679
  -3.68946
  -2.05361
  -3.29932
  -4.92580
  -3.69411
  -4.62514
  -4.37775
  -2.78288
  -4.54204
  -5.23365
  -4.26242
  -5.10682
  -3.92741
  -3.69855
  -4.52358
  -3.45560
  -3.35560
  -4.66217
  -3.39771
  -3.34575
  -3.86851
Metropolis acceptance rate for gamma = 0.28773



MCMCoprobit iteration 670001 of 1050000 
beta = 
   4.43607
  -0.09432
   3.06192
  -1.20025
   1.24069
   1.16943
   0.35136
  -2.18533
   1.22900
   1.77642
  -0.43688
   2.25656
  -1.48564
  -0.90668
   0.49244
   1.09231
   0.24201
  -1.83751
  -0.66294
  -0.58631
   0.03534
   1.85460
   1.52022
   0.08823
  -3.92755
  -3.36231
  -3.79476
  -3.41788
  -3.12242
  -3.32600
  -5.08194
  -4.12639
  -4.87372
  -4.29785
  -2.85008
  -4.59257
  -5.24474
  -4.52029
  -5.19827
  -3.88001
  -4.12724
  -4.06807
  -3.97964
  -3.30450
  -4.77489
  -3.86421
  -3.26024
  -4.25536
Metropolis acceptance rate for gamma = 0.28761



MCMCoprobit iteration 680001 of 1050000 
beta = 
   4.26600
   0.89085
   3.55488
  -0.96286
   0.85550
   1.56341
   0.22210
  -1.42493
   1.46751
   1.73702
  -0.70718
   2.62599
  -1.20313
  -0.62906
   0.67344
   1.31034
   0.44680
  -1.10562
  -0.14678
   0.32987
   0.23433
   1.77011
   1.68710
   0.33819
  -4.37103
  -3.27087
  -3.36326
  -3.76668
  -2.34480
  -3.48236
  -4.58710
  -3.87419
  -4.92980
  -4.43204
  -3.02302
  -4.38338
  -4.91079
  -4.24154
  -5.02588
  -4.35177
  -3.65957
  -4.26908
  -4.12313
  -3.22717
  -4.56481
  -3.73389
  -3.14632
  -4.16265
Metropolis acceptance rate for gamma = 0.28775



MCMCoprobit iteration 690001 of 1050000 
beta = 
   4.51315
   0.01587
   3.57326
  -0.54240
   1.93761
   1.35563
   0.41402
  -1.46586
   0.98313
   2.26019
  -0.06395
   2.46091
  -1.25929
  -0.85514
   0.46654
   1.46707
   0.64015
  -1.50153
  -0.17308
   0.14575
   0.17883
   1.41373
   1.38369
   0.73501
  -4.45764
  -3.30233
  -3.03718
  -4.19612
  -2.24484
  -3.23492
  -4.71893
  -4.40355
  -4.62609
  -4.34176
  -3.40933
  -4.05478
  -4.97387
  -4.62926
  -4.60453
  -4.48844
  -3.83879
  -4.16325
  -3.91983
  -3.84402
  -5.05703
  -3.75766
  -3.31836
  -4.37401
Metropolis acceptance rate for gamma = 0.28784



MCMCoprobit iteration 700001 of 1050000 
beta = 
   4.11808
   0.86510
   3.09534
  -0.95795
   1.51364
   1.32262
   0.70322
  -1.20289
   1.57101
   1.93597
  -0.67838
   2.36405
  -0.68774
  -0.72135
   0.73813
   1.67933
   1.06229
  -1.40984
  -0.14896
  -0.09064
   0.36174
   1.62088
   1.50896
   0.61941
  -3.72439
  -2.85787
  -2.62870
  -3.69536
  -2.49938
  -2.95777
  -4.38149
  -3.90897
  -4.43381
  -4.43369
  -3.24966
  -4.13725
  -4.85387
  -4.21136
  -4.13615
  -4.42260
  -3.39022
  -3.95643
  -3.72483
  -2.46807
  -4.13341
  -3.40439
  -2.86101
  -3.88168
Metropolis acceptance rate for gamma = 0.28785



MCMCoprobit iteration 710001 of 1050000 
beta = 
   4.36804
   0.73614
   3.24081
  -0.86866
   1.90669
   1.42165
   0.26002
  -1.62260
   1.74779
   1.90706
  -0.35920
   2.61254
  -0.98780
  -0.93330
   1.00973
   1.69566
   1.02565
  -1.75737
  -0.59502
  -0.18251
   0.05798
   1.62899
   2.09218
   0.54257
  -4.56150
  -2.88031
  -3.00399
  -4.16379
  -2.84511
  -3.46257
  -4.56657
  -4.20670
  -4.70285
  -4.95654
  -3.57840
  -4.31064
  -4.87323
  -4.49029
  -5.14467
  -4.52934
  -3.82020
  -4.06029
  -4.07393
  -3.01685
  -4.34273
  -4.35311
  -3.23448
  -3.73462
Metropolis acceptance rate for gamma = 0.28783



MCMCoprobit iteration 720001 of 1050000 
beta = 
   5.11735
   0.23238
   2.57536
  -1.70504
   1.12533
   1.49223
  -0.60343
  -2.54850
   1.77606
   1.24257
  -1.22661
   2.07929
  -1.86689
  -1.52526
   0.10240
   0.82815
   0.05681
  -2.04560
  -1.04120
  -1.27215
  -0.09896
   1.52300
   1.80795
  -0.24209
  -4.25002
  -3.34179
  -4.21101
  -4.40781
  -3.07160
  -4.05805
  -5.21223
  -4.55993
  -5.47736
  -5.87030
  -4.04030
  -5.16342
  -5.45191
  -5.01459
  -5.65372
  -4.95564
  -4.49381
  -4.64150
  -5.06432
  -4.07335
  -5.74578
  -4.44693
  -3.90035
  -4.67734
Metropolis acceptance rate for gamma = 0.28793



MCMCoprobit iteration 730001 of 1050000 
beta = 
   4.38412
   0.67093
   3.42122
  -0.88637
   1.13111
   1.22124
   0.12091
  -1.81358
   1.32199
   1.45061
  -0.22013
   2.33296
  -0.92715
  -0.93361
   0.31432
   1.61425
   0.32405
  -2.08887
  -0.54933
  -0.25851
  -0.13059
   1.88321
   1.39038
   0.28774
  -4.32700
  -3.26255
  -3.45133
  -3.64218
  -2.82088
  -3.65666
  -5.22116
  -3.75910
  -4.38710
  -4.94805
  -3.14145
  -4.67858
  -5.08984
  -4.35809
  -5.32633
  -4.26586
  -3.58805
  -4.02460
  -4.22119
  -3.48903
  -4.96270
  -4.20752
  -3.41702
  -3.55898
Metropolis acceptance rate for gamma = 0.28792



MCMCoprobit iteration 740001 of 1050000 
beta = 
   4.15176
   1.14268
   3.55196
  -0.48003
   1.46776
   1.27687
   0.43602
  -1.87870
   1.57413
   1.57536
  -0.01420
   2.28689
  -0.74741
  -0.81569
   0.87843
   1.48120
   0.98248
  -1.42711
  -0.15611
  -0.28463
   0.20191
   1.80075
   1.57225
   0.58319
  -3.85493
  -2.98198
  -2.63238
  -3.90668
  -2.32131
  -3.60951
  -4.56569
  -4.15359
  -4.17352
  -4.53338
  -3.37743
  -4.45891
  -4.58008
  -4.16432
  -4.45457
  -3.96524
  -3.49329
  -3.69863
  -3.99426
  -3.30921
  -4.29802
  -3.23565
  -2.89262
  -3.54962
Metropolis acceptance rate for gamma = 0.28779



MCMCoprobit iteration 750001 of 1050000 
beta = 
   4.58304
   0.46165
   3.37761
  -1.08666
   1.25224
   0.77276
   0.20049
  -1.87492
   1.42929
   1.76530
  -0.99989
   2.20111
  -0.96676
  -1.14448
   0.56078
   0.97064
   0.81220
  -2.03792
  -0.90866
  -0.68116
   0.17416
   1.57236
   1.54242
   0.47250
  -4.15991
  -3.83774
  -3.44126
  -3.98730
  -2.59466
  -4.09145
  -4.52463
  -4.19721
  -4.66581
  -4.79519
  -3.34259
  -4.12191
  -5.08436
  -4.43407
  -4.82678
  -5.07201
  -4.11137
  -4.63631
  -4.55394
  -3.74009
  -4.59722
  -4.06877
  -3.14275
  -4.44489
Metropolis acceptance rate for gamma = 0.28781



MCMCoprobit iteration 760001 of 1050000 
beta = 
   4.78163
   0.56814
   2.85262
  -0.69770
   0.86455
   1.34907
   0.51216
  -2.35837
   0.88269
   1.54640
  -0.67580
   1.87871
  -1.05650
  -1.29135
   0.21884
   1.43074
   0.04198
  -1.86742
  -0.50928
  -0.44200
   0.00664
   1.50360
   1.40196
  -0.00651
  -3.98323
  -3.97426
  -3.99202
  -3.72714
  -3.02403
  -3.88079
  -4.30146
  -4.03391
  -4.75843
  -5.27587
  -2.90495
  -5.14229
  -5.35182
  -4.62907
  -5.31038
  -4.96827
  -4.05092
  -4.46176
  -4.54428
  -3.53451
  -4.80846
  -4.16230
  -3.60859
  -4.40809
Metropolis acceptance rate for gamma = 0.28782



MCMCoprobit iteration 770001 of 1050000 
beta = 
   4.09310
   0.73331
   3.93613
  -0.98665
   1.84980
   1.54190
   0.57669
  -1.53048
   1.01267
   1.99405
   0.09513
   2.41886
  -1.17257
  -0.58975
   1.00623
   1.19922
   0.67582
  -1.69718
  -0.21058
   0.10059
   0.17828
   1.70062
   1.97796
   0.51994
  -3.73958
  -3.15299
  -3.12541
  -3.57515
  -2.40688
  -3.26936
  -3.91822
  -3.76174
  -4.06224
  -4.10922
  -3.19063
  -4.46764
  -5.47696
  -3.93048
  -4.20171
  -4.27553
  -3.53074
  -3.59676
  -3.74645
  -2.57147
  -4.50781
  -3.07569
  -2.92185
  -3.96474
Metropolis acceptance rate for gamma = 0.28786



MCMCoprobit iteration 780001 of 1050000 
beta = 
   4.13783
   0.27400
   2.74794
  -0.79818
   0.88503
   1.82874
   0.32197
  -1.67472
   0.92734
   1.60111
  -0.57552
   2.58628
  -1.26149
  -0.62135
   0.69435
   1.15702
   0.25928
  -1.45967
  -0.37145
  -0.16501
   0.36493
   1.24034
   1.47858
   1.04917
  -3.95244
  -2.94783
  -3.44098
  -2.99281
  -2.72210
  -3.25979
  -4.37130
  -3.86258
  -4.30137
  -4.46929
  -3.09078
  -4.18198
  -4.77185
  -3.58195
  -4.34244
  -3.68239
  -3.86543
  -3.83353
  -3.84361
  -2.91185
  -5.01369
  -3.82740
  -2.91634
  -3.58368
Metropolis acceptance rate for gamma = 0.28795



MCMCoprobit iteration 790001 of 1050000 
beta = 
   4.25420
   0.58046
   3.04817
  -0.70977
   1.19983
   1.49415
   0.56303
  -1.34513
   1.36307
   1.88535
  -0.83984
   1.78063
  -1.23708
  -0.98762
   0.39473
   0.98415
   0.88318
  -1.42632
  -0.26856
  -0.56719
   0.34653
   1.71500
   1.51871
   0.25820
  -3.78850
  -3.31669
  -2.88146
  -4.18914
  -2.94241
  -3.16961
  -4.45729
  -4.04599
  -4.37822
  -4.60322
  -3.26788
  -4.38055
  -5.50313
  -4.21940
  -4.34241
  -4.49842
  -3.26264
  -4.12597
  -3.82743
  -3.46769
  -4.76575
  -3.38241
  -2.83852
  -4.35281
Metropolis acceptance rate for gamma = 0.28784



MCMCoprobit iteration 800001 of 1050000 
beta = 
   4.91043
  -0.14642
   2.47520
  -1.26538
   0.57476
   1.33225
   0.03537
  -2.14790
   0.53228
   1.08967
  -1.58082
   1.63392
  -1.64091
  -1.33957
   0.08366
   1.51245
   0.16869
  -2.44055
  -0.99232
  -0.81143
  -0.19741
   1.23255
   1.28696
  -0.11276
  -4.37054
  -3.51653
  -3.69130
  -4.62968
  -3.12311
  -4.29865
  -5.17898
  -5.21247
  -5.09230
  -5.39560
  -4.36051
  -4.89680
  -5.74050
  -5.07762
  -5.50137
  -4.33295
  -4.51646
  -4.50533
  -4.73517
  -3.88585
  -4.93940
  -4.13704
  -3.69802
  -4.56936
Metropolis acceptance rate for gamma = 0.28781



MCMCoprobit iteration 810001 of 1050000 
beta = 
   3.89815
   1.24816
   3.46706
  -0.22293
   2.13339
   2.69904
   0.71742
  -1.16846
   1.87425
   2.09473
  -0.37967
   2.88492
  -0.32341
  -0.22263
   1.08331
   1.84598
   0.67329
  -1.25012
   0.19500
   0.27798
   0.66148
   2.27759
   1.81336
   1.02525
  -3.18260
  -2.41461
  -3.09698
  -3.48380
  -2.41881
  -2.57393
  -4.45809
  -3.35861
  -4.45168
  -4.35192
  -3.11509
  -3.67967
  -4.86821
  -4.26893
  -4.40106
  -3.74819
  -3.21292
  -3.54558
  -3.70827
  -2.88608
  -3.87398
  -3.11696
  -2.53111
  -3.67524
Metropolis acceptance rate for gamma = 0.28776



MCMCoprobit iteration 820001 of 1050000 
beta = 
   4.05439
   0.62951
   3.87078
  -0.82658
   1.93390
   1.81371
   0.76046
  -1.23721
   1.94139
   1.98033
   0.22380
   2.79608
  -0.56916
  -0.57590
   0.98843
   1.99486
   0.76059
  -1.05873
  -0.19922
  -0.10656
   0.62161
   1.94871
   1.98017
   0.94539
  -3.62078
  -3.05356
  -2.95439
  -3.29154
  -2.05770
  -2.57143
  -4.19615
  -3.36654
  -4.55478
  -4.31730
  -3.01068
  -3.70057
  -4.09878
  -3.78032
  -4.19388
  -4.32648
  -3.65045
  -3.92069
  -3.57525
  -2.52794
  -4.90143
  -3.51894
  -3.03020
  -4.08223
Metropolis acceptance rate for gamma = 0.28772



MCMCoprobit iteration 830001 of 1050000 
beta = 
   4.76537
   0.79401
   3.61539
  -0.70795
   1.53026
   1.31842
   0.20020
  -1.83060
   1.12951
   1.67124
  -0.74943
   2.19562
  -0.91066
  -1.01330
   0.77553
   1.21632
   0.22435
  -1.57724
  -0.44732
  -0.25639
  -0.32251
   1.43397
   2.03548
   0.38617
  -4.47467
  -3.54575
  -3.11241
  -4.16793
  -2.97325
  -3.72569
  -5.47630
  -4.08122
  -5.13124
  -5.06646
  -3.83607
  -4.44446
  -5.28166
  -4.89089
  -5.25191
  -4.13731
  -3.64140
  -4.21067
  -4.26892
  -3.63441
  -5.33401
  -4.12197
  -3.58636
  -4.36156
Metropolis acceptance rate for gamma = 0.28776



MCMCoprobit iteration 840001 of 1050000 
beta = 
   4.25296
   0.83038
   3.72839
  -1.01263
   1.52201
   1.91587
   0.44933
  -1.75054
   1.54654
   1.32875
  -0.92227
   2.48572
  -0.74105
  -0.47817
   0.37089
   1.36073
   0.84617
  -1.56681
  -0.30356
  -0.30611
  -0.00356
   2.06286
   1.81457
   0.67117
  -3.82526
  -3.22740
  -3.09936
  -3.63382
  -2.84687
  -3.26408
  -4.70672
  -3.79598
  -4.36709
  -4.10965
  -3.39422
  -4.05916
  -4.99114
  -4.11960
  -5.18048
  -4.40709
  -3.28962
  -4.48776
  -3.88185
  -3.44380
  -4.00000
  -3.56523
  -3.02991
  -3.53783
Metropolis acceptance rate for gamma = 0.28764



MCMCoprobit iteration 850001 of 1050000 
beta = 
   4.59003
   0.51009
   3.55865
  -0.58619
   1.32524
   1.09344
   0.43289
  -2.02633
   1.24230
   1.80529
  -0.61032
   2.15772
  -0.90198
  -0.89668
   0.85115
   1.04225
   0.60633
  -1.88752
  -0.16660
  -0.09640
  -0.09133
   1.32382
   1.42313
   0.78007
  -4.52427
  -3.39508
  -3.33526
  -4.53991
  -2.97736
  -3.54560
  -4.91649
  -4.61542
  -4.62250
  -4.68876
  -3.57271
  -4.86917
  -5.23323
  -4.83760
  -5.04084
  -4.20958
  -3.97715
  -4.49962
  -4.26374
  -3.69942
  -4.70449
  -4.13812
  -3.18345
  -3.94097
Metropolis acceptance rate for gamma = 0.28761



MCMCoprobit iteration 860001 of 1050000 
beta = 
   4.43163
   0.70174
   3.54423
  -0.76472
   1.29575
   1.68417
   0.78085
  -1.89531
   1.55111
   1.48361
  -0.91344
   2.19113
  -1.16783
  -1.02824
   0.67820
   1.11661
   0.59305
  -1.73511
  -0.38531
  -0.39790
  -0.23727
   1.68913
   1.28764
   0.39196
  -4.08033
  -2.96435
  -3.04036
  -3.62874
  -2.89804
  -3.45938
  -5.02989
  -4.23310
  -4.62182
  -4.49951
  -3.76331
  -4.49857
  -4.80596
  -4.57417
  -5.54018
  -4.52477
  -3.65840
  -4.39383
  -4.02465
  -3.46671
  -4.17013
  -3.68870
  -3.11212
  -3.78467
Metropolis acceptance rate for gamma = 0.28755



MCMCoprobit iteration 870001 of 1050000 
beta = 
   4.53522
   0.34045
   3.45118
  -1.01022
   1.25863
   1.40331
   0.28971
  -1.56845
   1.37515
   1.90775
  -0.85262
   2.28876
  -0.87736
  -1.33952
  -0.06944
   0.65771
   0.09922
  -2.11095
  -0.76347
  -0.36263
   0.45653
   1.64783
   1.74375
   0.19683
  -4.03303
  -3.17700
  -3.14686
  -4.26965
  -3.06408
  -3.71724
  -5.31659
  -4.38138
  -4.96593
  -4.62597
  -3.69212
  -4.61256
  -5.57849
  -4.55364
  -4.68827
  -4.30111
  -3.86694
  -4.55678
  -4.49075
  -3.21125
  -5.17435
  -3.73462
  -3.14789
  -4.12930
Metropolis acceptance rate for gamma = 0.28763



MCMCoprobit iteration 880001 of 1050000 
beta = 
   4.23403
   0.62697
   3.42931
  -1.11236
   1.37098
   1.90583
   0.21269
  -2.09895
   0.88556
   2.01624
  -0.71898
   2.47527
  -1.36520
  -1.05762
   0.63058
   1.33738
   0.42988
  -1.82034
  -0.34333
  -0.27794
   0.34730
   2.03673
   1.99269
   0.76543
  -3.84686
  -3.16772
  -3.41624
  -3.70122
  -2.83443
  -3.54173
  -4.34997
  -3.75872
  -4.61146
  -4.92796
  -3.42097
  -4.62576
  -5.37868
  -4.24546
  -4.32896
  -3.80406
  -3.61973
  -3.83610
  -4.23612
  -2.88163
  -4.54672
  -4.03701
  -3.15030
  -4.14395
Metropolis acceptance rate for gamma = 0.28765



MCMCoprobit iteration 890001 of 1050000 
beta = 
   4.20840
   0.71107
   3.54606
  -0.69062
   1.55203
   1.69503
   0.79355
  -1.61930
   1.22448
   2.00386
  -0.52125
   2.63929
  -0.74823
  -0.72699
   0.80505
   1.80265
   0.41093
  -1.20398
  -0.46472
   0.13827
   0.17068
   2.21682
   1.53870
   0.58551
  -3.84907
  -3.54571
  -2.99714
  -3.69701
  -2.19944
  -3.47319
  -4.75553
  -4.27015
  -4.48433
  -4.49693
  -3.10820
  -3.95868
  -4.35094
  -4.46616
  -5.14063
  -4.30056
  -3.66720
  -4.04834
  -4.02006
  -3.46990
  -5.01577
  -3.59027
  -2.72271
  -4.02318
Metropolis acceptance rate for gamma = 0.28767



MCMCoprobit iteration 900001 of 1050000 
beta = 
   4.35224
   0.74563
   3.18351
  -0.69273
   1.53269
   1.71111
   0.40594
  -1.77096
   1.44109
   1.49126
  -0.85008
   2.39714
  -0.84346
  -1.31796
   0.13017
   1.47802
   0.32761
  -1.78017
  -0.02869
   0.01130
   0.29970
   1.97723
   1.65785
   0.12146
  -4.46273
  -3.22090
  -3.26245
  -4.14842
  -2.62852
  -3.33128
  -4.85044
  -4.62212
  -5.27951
  -4.79851
  -3.21879
  -4.39622
  -4.73199
  -4.42943
  -4.64022
  -4.41416
  -4.01980
  -4.35676
  -3.84269
  -4.00050
  -4.27680
  -3.59422
  -2.95871
  -4.69848
Metropolis acceptance rate for gamma = 0.28775



MCMCoprobit iteration 910001 of 1050000 
beta = 
   4.21475
   0.28925
   3.35699
  -1.11966
   1.35148
   1.62993
   0.24524
  -1.25401
   1.42329
   1.64246
  -0.91549
   2.75273
  -0.86230
  -0.75273
   0.57745
   1.67465
   0.21633
  -1.44721
  -0.49681
  -0.47158
   0.27411
   1.69361
   2.05337
   0.34931
  -3.55295
  -3.23233
  -3.61759
  -3.85935
  -2.43310
  -3.41921
  -4.84206
  -3.92655
  -5.35888
  -4.33833
  -3.36324
  -4.05153
  -5.02857
  -3.86229
  -4.79536
  -4.08353
  -3.61872
  -4.16210
  -4.12349
  -3.38725
  -4.44692
  -3.97193
  -3.11562
  -3.94805
Metropolis acceptance rate for gamma = 0.28772



MCMCoprobit iteration 920001 of 1050000 
beta = 
   4.80904
   0.25825
   2.87489
  -1.28126
   0.68015
   1.29068
  -0.20143
  -2.02487
   0.73866
   1.09413
  -0.87196
   1.89358
  -1.70134
  -1.54392
   0.08397
   1.48893
   0.04632
  -2.08277
  -0.95647
  -0.29835
  -0.26818
   1.38613
   1.03872
   0.46262
  -4.27918
  -3.85093
  -3.53083
  -4.19762
  -3.42770
  -3.98191
  -5.18711
  -4.30758
  -5.32842
  -4.81924
  -3.59764
  -4.55387
  -4.85844
  -5.03207
  -5.63526
  -4.61581
  -4.00490
  -4.74409
  -4.54592
  -4.23261
  -4.77455
  -4.20722
  -3.84619
  -4.88334
Metropolis acceptance rate for gamma = 0.28766



MCMCoprobit iteration 930001 of 1050000 
beta = 
   4.51483
   0.33234
   4.18023
  -0.51803
   1.16465
   1.44221
   0.25758
  -1.51872
   1.31028
   1.43963
  -0.64865
   2.39242
  -1.22241
  -1.22442
   1.10711
   1.77942
   0.15408
  -1.41034
  -0.15122
  -0.27192
   0.06804
   1.39272
   1.70572
   0.74818
  -4.14817
  -3.08681
  -3.67927
  -4.19641
  -3.08504
  -3.71615
  -5.21858
  -4.37204
  -4.65947
  -5.31168
  -3.44814
  -4.34571
  -5.53105
  -4.26236
  -5.11087
  -4.72741
  -3.62606
  -4.27730
  -4.20175
  -3.49347
  -4.62605
  -4.06681
  -2.90443
  -4.88920
Metropolis acceptance rate for gamma = 0.28768



MCMCoprobit iteration 940001 of 1050000 
beta = 
   4.86985
   0.11801
   2.28746
  -1.30216
   0.31315
   1.06514
  -0.24485
  -2.09409
   0.61583
   0.64644
  -0.74477
   1.98340
  -1.25476
  -1.14449
   0.19745
   0.83278
   0.07782
  -1.93285
  -0.61436
  -1.05335
  -0.32191
   1.17298
   1.03651
  -0.12307
  -4.57010
  -3.71946
  -3.67180
  -4.73037
  -3.29318
  -3.96159
  -5.13128
  -3.71494
  -5.15549
  -5.18877
  -3.93175
  -5.09170
  -5.10536
  -4.51249
  -5.21347
  -4.81637
  -4.50004
  -4.31059
  -4.61337
  -3.69979
  -5.00663
  -4.20428
  -3.59730
  -3.74195
Metropolis acceptance rate for gamma = 0.28765



MCMCoprobit iteration 950001 of 1050000 
beta = 
   4.74073
   0.34520
   3.33353
  -0.79167
   1.51450
   1.36358
   0.36081
  -2.37817
   1.24685
   1.36940
  -1.06085
   2.43385
  -1.51935
  -0.88166
   0.45209
   1.13424
   0.70024
  -1.80097
  -0.45821
  -0.64952
  -0.29671
   1.42874
   1.50860
   0.79080
  -4.16381
  -3.34639
  -3.62879
  -4.19769
  -2.87421
  -3.85641
  -5.59626
  -4.67734
  -4.94329
  -5.20251
  -3.87789
  -4.18312
  -5.42679
  -4.94134
  -5.38354
  -4.36559
  -4.23207
  -4.78956
  -4.49103
  -4.16665
  -4.85041
  -4.43152
  -3.33916
  -4.69146
Metropolis acceptance rate for gamma = 0.28770



MCMCoprobit iteration 960001 of 1050000 
beta = 
   4.58830
  -0.19437
   3.25038
  -1.13915
   1.18153
   1.28341
  -0.30945
  -1.91135
   0.73305
   1.62338
  -0.98020
   2.27143
  -0.95363
  -1.27755
   0.22998
   0.89446
  -0.10580
  -1.68758
  -0.83128
  -0.47004
   0.30242
   1.46732
   1.37348
   0.48444
  -4.03883
  -3.15781
  -3.71798
  -4.40030
  -2.75608
  -3.77586
  -5.16558
  -4.57958
  -4.84105
  -4.96799
  -3.85269
  -4.57382
  -5.00855
  -4.94407
  -5.10428
  -4.71683
  -4.18042
  -4.49884
  -4.34662
  -4.11252
  -5.04788
  -3.58723
  -3.47071
  -4.34075
Metropolis acceptance rate for gamma = 0.28770



MCMCoprobit iteration 970001 of 1050000 
beta = 
   4.57456
   0.71907
   3.58027
  -0.54650
   1.20939
   1.32673
   0.26547
  -2.06415
   1.95223
   1.63828
  -1.00499
   2.28747
  -0.89768
  -0.85378
   0.42809
   1.31712
   0.47794
  -2.05370
  -0.60650
  -0.09480
   0.38540
   1.77578
   1.15281
   0.08389
  -3.58895
  -3.67792
  -3.06850
  -4.56411
  -2.61886
  -3.78763
  -4.80977
  -4.05261
  -4.95076
  -5.32502
  -3.07474
  -4.56031
  -6.09895
  -4.96541
  -4.82743
  -4.56502
  -3.93806
  -4.20659
  -4.25496
  -3.73390
  -4.69406
  -3.66734
  -3.16534
  -4.15225
Metropolis acceptance rate for gamma = 0.28776



MCMCoprobit iteration 980001 of 1050000 
beta = 
   4.94738
   0.37646
   2.64190
  -1.53086
   0.67730
   0.83194
   0.10892
  -1.68656
   1.18387
   1.39235
  -1.10191
   1.72000
  -1.40191
  -1.13454
   0.10523
   1.38640
   0.39681
  -1.31316
  -0.47837
  -0.85075
   0.11410
   1.45011
   1.64770
   0.32827
  -5.13247
  -3.97622
  -3.86089
  -4.40566
  -3.11678
  -3.62802
  -5.54321
  -4.51745
  -5.23407
  -5.56194
  -4.08588
  -4.94364
  -5.98572
  -5.15626
  -5.14591
  -4.80668
  -3.95817
  -4.64738
  -4.72985
  -3.56609
  -5.53432
  -4.28034
  -3.62798
  -4.76322
Metropolis acceptance rate for gamma = 0.28785



MCMCoprobit iteration 990001 of 1050000 
beta = 
   4.64446
   0.65732
   3.44581
  -0.88261
   0.94107
   1.26328
   0.32712
  -1.84289
   0.78395
   1.40196
  -0.41282
   1.99849
  -1.60639
  -1.33148
   0.21093
   0.61718
   0.34110
  -2.07727
  -0.38994
  -0.41829
   0.14545
   1.23590
   1.19895
   0.37385
  -4.94231
  -3.79902
  -3.83104
  -4.55947
  -2.70171
  -3.91631
  -5.42829
  -4.24544
  -4.68377
  -4.75229
  -3.43860
  -4.72758
  -5.66289
  -5.01439
  -5.30242
  -4.86677
  -4.03635
  -3.96308
  -4.43057
  -3.75275
  -4.97926
  -4.67916
  -3.25798
  -4.21755
Metropolis acceptance rate for gamma = 0.28785



MCMCoprobit iteration 1000001 of 1050000 
beta = 
   4.35799
   0.98377
   3.64566
  -0.88566
   1.90655
   1.88637
   0.47911
  -1.62112
   1.48278
   2.21598
  -0.24745
   2.66036
  -0.85525
  -0.72507
   0.99027
   2.18365
   0.83666
  -1.45504
  -0.10437
   0.15005
   0.54044
   1.72785
   2.05975
   0.42924
  -4.27210
  -3.16569
  -3.17828
  -3.81585
  -2.79874
  -3.70408
  -4.72024
  -4.34193
  -4.68702
  -4.82005
  -3.00621
  -4.52155
  -5.25377
  -4.26051
  -4.64282
  -4.33668
  -3.58855
  -3.67481
  -3.92687
  -3.24166
  -4.62119
  -3.52211
  -2.82697
  -3.95625
Metropolis acceptance rate for gamma = 0.28803



MCMCoprobit iteration 1010001 of 1050000 
beta = 
   4.35713
   1.01656
   3.60999
  -1.06067
   1.36490
   1.28535
   0.75482
  -1.43160
   1.75431
   1.49503
  -0.59627
   2.18648
  -1.06159
  -0.78666
   0.74198
   1.51388
   0.58195
  -1.20627
   0.20488
  -0.22176
   0.37665
   1.65033
   1.63952
   0.49851
  -3.88343
  -3.28902
  -3.56369
  -3.85525
  -2.46626
  -3.31929
  -4.63731
  -4.07165
  -4.72285
  -4.68271
  -3.49668
  -4.50256
  -4.81121
  -4.62237
  -4.68767
  -4.51493
  -3.73331
  -4.23781
  -3.95535
  -2.90605
  -5.20613
  -3.59716
  -2.84368
  -4.12816
Metropolis acceptance rate for gamma = 0.28809



MCMCoprobit iteration 1020001 of 1050000 
beta = 
   4.36256
   0.54143
   4.03306
  -0.67450
   1.10831
   1.62755
   0.68131
  -2.11178
   1.35727
   1.80110
   0.16129
   2.21175
  -0.42615
  -0.87748
   0.46098
   1.23964
   0.60009
  -1.37993
  -0.43525
  -0.16956
  -0.37717
   1.68356
   1.56889
   0.73026
  -4.29527
  -3.46775
  -3.27590
  -4.48625
  -2.72598
  -3.41104
  -4.79137
  -3.43924
  -4.35310
  -4.43819
  -3.35592
  -4.72756
  -4.93879
  -4.29172
  -5.29534
  -4.33672
  -3.58048
  -3.99668
  -4.00713
  -3.17911
  -5.04191
  -3.54906
  -3.25851
  -3.84903
Metropolis acceptance rate for gamma = 0.28818



MCMCoprobit iteration 1030001 of 1050000 
beta = 
   4.25017
   1.11632
   3.14589
  -1.26927
   1.13756
   0.78129
   0.36205
  -1.76424
   1.00624
   1.92911
  -0.30648
   2.23963
  -0.97021
  -0.72936
   0.90868
   0.64980
   0.72146
  -1.31534
  -0.23187
  -0.13494
  -0.11804
   1.76521
   1.48864
   0.56657
  -3.22750
  -3.18680
  -2.87141
  -3.52519
  -2.27377
  -3.14587
  -4.73954
  -3.49575
  -4.33613
  -4.55165
  -3.59306
  -4.10489
  -4.86093
  -4.18070
  -4.43384
  -3.81919
  -3.72126
  -4.32785
  -4.15925
  -3.39089
  -4.81101
  -3.73241
  -2.88210
  -4.25459
Metropolis acceptance rate for gamma = 0.28820



MCMCoprobit iteration 1040001 of 1050000 
beta = 
   4.31616
   0.68333
   4.01600
  -0.76858
   1.56706
   1.57467
   0.31329
  -1.67626
   1.36994
   1.22560
  -0.20400
   2.60328
  -1.19773
  -0.94960
   1.08077
   1.28647
   0.93647
  -1.80541
  -0.83690
  -0.34062
   0.06143
   1.74475
   1.73818
   0.66879
  -3.90480
  -3.48629
  -3.44358
  -4.16666
  -2.58038
  -3.39889
  -4.23928
  -4.14367
  -4.70643
  -4.91101
  -2.71669
  -4.10663
  -5.46148
  -4.85187
  -4.18984
  -4.31550
  -4.14229
  -3.88684
  -3.99474
  -3.31400
  -4.72219
  -3.98953
  -2.73910
  -4.17500
Metropolis acceptance rate for gamma = 0.28829



@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
The Metropolis acceptance rate for beta was 0.28831
@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
> 
> 
> save(a4.M1.out, file="MM3.2.a4.M1.out.Rda")
> 
> proc.time()
    user   system  elapsed 
1034.673    4.910 1128.729 
